{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 2: Trends"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will learn how to use the `Trend` component to model the trends of a time series.\n",
    "\n",
    "We start with the same setup from the previous tutorial in terms of importing the necessary libraries and loading the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from neuralprophet import NeuralProphet, set_log_level\n",
    "\n",
    "# Disable logging messages unless there is an error\n",
    "set_log_level(\"ERROR\")\n",
    "\n",
    "# Load the dataset from the CSV file using pandas\n",
    "df = pd.read_csv(\"https://github.com/ourownstory/neuralprophet-data/raw/main/kaggle-energy/datasets/tutorial01.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NeuralProphet has by default the `Trend` and the `Seasonality` components enabled. In this second tutorial we will explore the `Trend` component in more detail and start with its most basic configuration. Therefore we will disable the `Seasonality` component for now and set the number of `Trend` changepoints to `0` (zero)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "857cdbfb389445c0b18b2a94a9fa6994",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Finding best initial lr:   0%|          | 0/229 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9b7b805d958248d4bc14fb21ba03d23e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2176cbc611e74df38b15772f533ad113",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 46it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Model and prediction\n",
    "m = NeuralProphet(\n",
    "    # Disable change trendpoints\n",
    "    n_changepoints=0,\n",
    "    # Disable seasonality components\n",
    "    yearly_seasonality=False,\n",
    "    weekly_seasonality=False,\n",
    "    daily_seasonality=False,\n",
    ")\n",
    "m.set_plotting_backend(\"plotly-static\")\n",
    "metrics = m.fit(df)\n",
    "forecast = m.predict(df)\n",
    "m.plot(forecast)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We already see a linear trend line in the plot which fits well to the data.\n",
    "\n",
    "Let us explore which trends could be seen in our dataset and how our model automatically fitted to those trends. Later we look into how to fine tune the model trend parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_components(forecast, components=[\"trend\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NeuralProphet uses a classic approach to model the trend as the combination of an offset $m$ and a growth rate $k$. The trend effect at a time $t1$ is given by multiplying the growth rate $k$ by the difference ($t1 - t0$) in time since the starting point $t0$ on top of the offset $m$.\n",
    "\n",
    "$$\\text{trend}(t1) = m + k \\cdot (t1 - t0) = \\text{trend}(t0) + k \\cdot (t1 - t0)$$\n",
    "\n",
    "\n",
    "After learning about the theory of the trend, we use the model to predict the tend into the future and see how our trend line will continue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8240c8bc65d442b0bfe56db54737fb30",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 46it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_future = m.make_future_dataframe(df, periods=365, n_historic_predictions=True)\n",
    "\n",
    "# Predict the future\n",
    "forecast = m.predict(df_future)\n",
    "\n",
    "# Visualize the forecast\n",
    "m.plot(forecast)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The linear trend line does continue in the future. Overall there is a slight upward trend in the data."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After learning the basics of the trend in NeuralProphet, let's look into the trend changepoints we disabled earlier. Trend changepoints are points in time where the trend changes. NeuralProphet automatically detects these changepoints and fits a new trend line to the data before and after the changepoint. Let's see how many changepoints NeuralProphet detected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a5bf62015202435b8f15584c997f80f1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Finding best initial lr:   0%|          | 0/229 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "07520d577fbf496b9d18808f4b38158e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d5e458c3332841a2a5a8be1ba3436f5a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 46it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Model and prediction\n",
    "m = NeuralProphet(\n",
    "    # Use default number of change trendpoints (10)\n",
    "    # n_changepoints=0,\n",
    "    # Disable seasonality components\n",
    "    yearly_seasonality=False,\n",
    "    weekly_seasonality=False,\n",
    "    daily_seasonality=False,\n",
    ")\n",
    "m.set_plotting_backend(\"matplotlib\")  # Use matplotlib due to #1235\n",
    "metrics = m.fit(df)\n",
    "forecast = m.predict(df)\n",
    "m.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_parameters(components=[\"trend\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the trendline does fit the data way better. We can see that NeuralProphet used the default parameter of 10 changepoints and fit them to our data."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.7 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "92c9cff0281419e73896333b85e681aea9374fd743c51074843eeada7c3f6baf"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
